{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import random\n",
    "import json\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import os\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_path = '../data/2.7万张道路线精细标注抽取2000张/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare data\n",
    "\n",
    "### 1. train val split\n",
    "### 2. get classes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total image:2000\n",
      "train val split: train:1900, val:100\n",
      "total class:21\n",
      "[('turn right', 1), ('turn around', 2), ('one', 3), ('sidewalk', 4), ('seven', 5), ('turn left', 6), ('four', 7), ('void', 8), ('route void', 9), ('straight and left', 10), ('stop line', 11), ('straight and right', 12), ('straight and turn around', 13), ('nine', 14), ('straight', 15), ('eight', 16), ('three', 17), ('dotted line', 18), ('zero', 19), ('six', 20), ('solid line', 21)]\n",
      "save to: ../data/2.7万张道路线精细标注抽取2000张/train_val.json\n"
     ]
    }
   ],
   "source": [
    "data = os.listdir(data_path)\n",
    "names = []\n",
    "for line in data:\n",
    "    name, t = line.split('.')\n",
    "    if t == 'jpg':\n",
    "        names.append(name)\n",
    "print('total image:{}'.format(len(names)))\n",
    "\n",
    "val = random.sample(names,100)\n",
    "train = list(set(names) - set(val))\n",
    "\n",
    "print('train val split: train:{}, val:{}'.format(len(train), len(val)))\n",
    "\n",
    "classes = set()\n",
    "for name in names:\n",
    "    json_path = data_path + name + '.json'\n",
    "    annotation = json.load(open(json_path))\n",
    "    annotation = annotation['datalist']\n",
    "    for mask in annotation:\n",
    "        classes.add(mask['type'])\n",
    "classes = [(c,idx) for idx,c in enumerate(classes,1)]\n",
    "\n",
    "print('total class:{}'.format(len(classes)))\n",
    "print(classes)\n",
    "\n",
    "data_json = {\n",
    "    'train':train,\n",
    "    'val':val,\n",
    "    'classes':classes\n",
    "}\n",
    "\n",
    "save_path = data_path+'train_val.json'\n",
    "json.dump(data_json, open(save_path,'w'))\n",
    "print('save to: '+ save_path)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from mrcnn import utils\n",
    "\n",
    "class CarlaneDataset(utils.Dataset):\n",
    "    \"\"\"\n",
    "    train_val.json:{\n",
    "        \"train\": xx,\n",
    "        \"val\":xx,\n",
    "        \"classes\":xx\n",
    "    }\n",
    "    train, val: [image_name,...]\n",
    "    classes: [(class_name, class_id),...]\n",
    "    \"\"\"\n",
    "    \n",
    "    def load_carlane(self, dataset_dir, subset):\n",
    "        assert subset in [\"train\", \"val\"]\n",
    "        data = json.load(open(os.path.join(dataset_dir,'train_val.json'),'r'))\n",
    "        \n",
    "        classes = data['classes']\n",
    "        for c in classes:\n",
    "            self.add_class(\"carlane\", c[1], c[0])\n",
    "            \n",
    "        self.class_map = {}\n",
    "        for c in classes:\n",
    "            self.class_map[c[0]] = c[1]\n",
    "            \n",
    "        image_names = data[subset]\n",
    "        \n",
    "        # Add images\n",
    "        for image_name in image_names:\n",
    "            json_path = os.path.join(dataset_dir, image_name + '.json')\n",
    "            annotation = json.load(open(json_path))\n",
    "            annotation = annotation['datalist']\n",
    "            polygons = [ a['arr'] for a in annotation]\n",
    "            polygons_type = [ a['type'] for a in annotation]\n",
    "            \n",
    "            image_path = os.path.join(dataset_dir, image_name+',jpg')\n",
    "            image = Image.open(image_path)\n",
    "            width, height = image.size\n",
    "            \n",
    "            self.add_image(\n",
    "                \"carlane\",\n",
    "                image_id=image_name,\n",
    "                path=image_path,\n",
    "                width=width, height=height,\n",
    "                polygons=polygons, polygons_type=polygons_type\n",
    "            )\n",
    "    def load_mask(self, image_id):\n",
    "                \n",
    "        # Convert polygons to a bitmap mask of shape\n",
    "        # [height, width, insstance_count]\n",
    "        info = self.image_info[image_id]\n",
    "        mask = np.\n",
    "            \n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2592, 1944)\n"
     ]
    },
    {
     "data": {
      "image/png": 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BEPwwgzoahrla59sUYTQ7fbNImu8eY2Qst3ScYB0JYau2x2hkLA1iTZncASFo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\nQki5WwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3cce933550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "name = names[0]\n",
    "image_path = os.path.join(data_path, name+'.jpg')\n",
    "image = Image.open(image_path)\n",
    "plt.imshow(image)\n",
    "print(image.size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1944, 2592, 3)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(image).shape"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
